Path Planning Scheme for AUV Based on Improved Model Predictive Control

被引:2
|
作者
Deng, Si-Yi [1 ]
Hao, Li-Ying [1 ]
Wu, Zhi-Jie [1 ]
机构
[1] Dalian Maritime Univ, Marine Elect Engn Coll, Dalian, Peoples R China
来源
2023 IEEE 2ND INDUSTRIAL ELECTRONICS SOCIETY ANNUAL ON-LINE CONFERENCE, ONCON | 2023年
基金
中国国家自然科学基金;
关键词
model predictive control; conditional penalty function; autonomous underwater vehicle; soft constraint; SHIP COLLISION-AVOIDANCE; MPC;
D O I
10.1109/ONCON60463.2023.10431352
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a path planning scheme for Model Predictive Control (MPC) of autonomous underwater vehicle (AUV) is proposed based on conditional penalty function. Traditionally, MPC-based path planning schemes use the squared difference between the current and target positions as the cost function, and consider the size of the obstacle plus a minimum safety radius as constraints. However, such methods may lead to the AUV closely following the minimum safety radius, leaving insufficient time to react to unexpected situations. To address this issue, a soft constraint is introduced into the cost function using a conditional penalty function. This allows for a relative safer distance between the AUV and obstacles to be maintained in certain situations. Simulation results demonstrate the effectiveness of the proposed scheme.
引用
收藏
页数:6
相关论文
共 50 条
  • [11] Obstacle Avoidance Path Planning based on Output Constrained Model Predictive Control
    Ji-Chang Kim
    Dong-Sung Pae
    Myo-Taeg Lim
    International Journal of Control, Automation and Systems, 2019, 17 : 2850 - 2861
  • [12] Path planning with multiple constraints and path following based on model predictive control for robotic fish
    Mu, Yizhuo
    Qiao, Jingfen
    Liu, Jincun
    An, Dong
    Wei, Yaoguang
    INFORMATION PROCESSING IN AGRICULTURE, 2022, 9 (01): : 91 - 99
  • [13] Collision Avoidance Path Planning and Tracking Control for Autonomous Vehicles Based on Model Predictive Control
    Dong, Ding
    Ye, Hongtao
    Luo, Wenguang
    Wen, Jiayan
    Huang, Dan
    SENSORS, 2024, 24 (16)
  • [14] Learning-Based Model Predictive Control for Addressing Model Mismatch in AUV Trajectory Tracking
    Shen, Xuyu
    Jiao, Huifeng
    Sun, Gongwu
    Hu, Xuanyu
    Zhao, Yuchen
    Chu, Zhenzhong
    Chen, Qi
    INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2024, PT VI, 2025, 15206 : 45 - 56
  • [15] Integrated Planning and Control: A Crucial Path Nodes-Based Piecewise Model Predictive Control Strategy
    Deng, Yuxiang
    Zuo, Zhiqiang
    Wang, Haoyu
    Wang, Yijing
    IEEE CONTROL SYSTEMS LETTERS, 2024, 8 : 526 - 531
  • [16] Improved Snake Optimization and Particle Swarm Fusion Algorithm Based on AUV Global Path Planning
    Jiang, Haobo
    Kuang, Xinghong
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2025, 13 (04)
  • [17] Safety Planning Using Control Barrier Function: A Model Predictive Control Scheme
    Marvi, Zahra
    Kiumarsi, Bahare
    2019 IEEE 2ND CONNECTED AND AUTOMATED VEHICLES SYMPOSIUM (CAVS), 2019,
  • [18] Path Planning Based on Obstacle-Dependent Gaussian Model Predictive Control for Autonomous Driving
    Pae, Dong-Sung
    Kim, Geon-Hee
    Kang, Tae-Koo
    Lim, Myo-Taeg
    APPLIED SCIENCES-BASEL, 2021, 11 (08):
  • [19] Local Path Planning Method for Unmanned Vehicle Based on Model Predictive Control in Hospital Environment
    Ren, Pingli
    JOURNAL OF TESTING AND EVALUATION, 2023, 51 (01) : 39 - 54
  • [20] Modeling and Trajectory Tracking Model Predictive Control Novel Method of AUV Based on CFD Data
    Bao, Han
    Zhu, Haitao
    SENSORS, 2022, 22 (11)